Profiling Report: vistaminablenormalizada

Dataset statistics

Number of variables	27
Number of observations	91047
Missing cells	173711
Missing cells (%)	7.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.8 MiB
Average record size in memory	216.0 B

Variable types

Numeric	8
Categorical	15
Unsupported	4

Warnings

`tipo_persona` has constant value "Natural"	Constant
`entidad` has a high cardinality: 151 distinct values	High cardinality
`tipo_persona` is highly correlated with `genero` and 12 other fields	High correlation
`genero` is highly correlated with `tipo_persona`	High correlation
`tiene_casa_propia` is highly correlated with `tipo_persona`	High correlation
`estado_civil` is highly correlated with `tipo_persona`	High correlation
`codeudor` is highly correlated with `tipo_persona`	High correlation
`municipio_expedicion` is highly correlated with `tipo_persona` and 2 other fields	High correlation
`tipo_identificacion` is highly correlated with `tipo_persona`	High correlation
`forma_pago` is highly correlated with `tipo_persona`	High correlation
`municipio_nacimiento` is highly correlated with `tipo_persona` and 2 other fields	High correlation
`estado_final` is highly correlated with `tipo_persona`	High correlation
`tipo_venta` is highly correlated with `tipo_persona`	High correlation
`periodo_credito` is highly correlated with `tipo_persona`	High correlation
`municipio_residencia` is highly correlated with `tipo_persona` and 2 other fields	High correlation
`municipio_credito` is highly correlated with `tipo_persona`	High correlation
`empresa` has 3993 (4.4%) missing values	Missing
`cargo` has 6020 (6.6%) missing values	Missing
`tiempo_servicio` has 17808 (19.6%) missing values	Missing
`otros_ingresos_mensual` has 69004 (75.8%) missing values	Missing
`otros_ingresos_concepto` has 76885 (84.4%) missing values	Missing
`sueldo` is highly skewed (γ1 = 55.32516627)	Skewed
`otros_ingresos_mensual` is highly skewed (γ1 = 55.02864117)	Skewed
`valor_credito` is highly skewed (γ1 = 48.6531017)	Skewed
`Row` is uniformly distributed	Uniform
`Row` has unique values	Unique
`empresa` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`cargo` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`tiempo_servicio` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`otros_ingresos_concepto` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`otros_ingresos_mensual` has 15957 (17.5%) zeros	Zeros

Reproduction

Analysis started	2021-05-05 21:28:21.415092
Analysis finished	2021-05-05 21:29:00.133553
Duration	38.72 seconds
Software version	pandas-profiling v2.12.0
Download configuration	config.yaml

Row
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	91047
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45524

Minimum	1
Maximum	91047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	1
5-th percentile	4553.3
Q1	22762.5
median	45524
Q3	68285.5
95-th percentile	86494.7
Maximum	91047
Range	91046
Interquartile range (IQR)	45523

Descriptive statistics

Standard deviation	26283.14932
Coefficient of variation (CV)	0.5773470986
Kurtosis	-1.2
Mean	45524
Median Absolute Deviation (MAD)	22762
Skewness	0
Sum	4144823628
Variance	690803938
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
43648	1	< 0.1%
27288	1	< 0.1%
25241	1	< 0.1%
31386	1	< 0.1%
29339	1	< 0.1%
19100	1	< 0.1%
17053	1	< 0.1%
23198	1	< 0.1%
21151	1	< 0.1%
Other values (91037)	91037	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
91047	1	< 0.1%
91046	1	< 0.1%
91045	1	< 0.1%
91044	1	< 0.1%
91043	1	< 0.1%

tipo_identificacion
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

Cedula de Ciudadania	90727
Cedula de Extranjeria	262
Tarjeta de Identidad	23
Registro Civil	17
NIT	16

Length

Max length	21
Median length	20
Mean length	19.99852823
Min length	3

Characters and Unicode

Total characters	1820806
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cedula de Ciudadania
2nd row	Cedula de Ciudadania
3rd row	Cedula de Ciudadania
4th row	Cedula de Ciudadania
5th row	Cedula de Ciudadania

Value	Count	Frequency (%)
Cedula de Ciudadania	90727	99.6%
Cedula de Extranjeria	262	0.3%
Tarjeta de Identidad	23	< 0.1%
Registro Civil	17	< 0.1%
NIT	16	< 0.1%
Pasaporte	2	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
de	91012	33.3%
cedula	90989	33.3%
ciudadania	90727	33.2%
extranjeria	262	0.1%
tarjeta	23	< 0.1%
identidad	23	< 0.1%
registro	17	< 0.1%
civil	17	< 0.1%
nit	16	< 0.1%
pasaporte	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
a	363767	20.0%
d	363524	20.0%
e	182328	10.0%
	182041	10.0%
i	181790	10.0%
C	181733	10.0%
u	181716	10.0%
n	91012	5.0%
l	91006	5.0%
r	566	< 0.1%
Other values (14)	1323	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1456657	80.0%
Uppercase Letter	182108	10.0%
Space Separator	182041	10.0%

Most frequent character per category

Value	Count	Frequency (%)
a	363767	25.0%
d	363524	25.0%
e	182328	12.5%
i	181790	12.5%
u	181716	12.5%
n	91012	6.2%
l	91006	6.2%
r	566	< 0.1%
t	327	< 0.1%
j	285	< 0.1%
Other values (6)	336	< 0.1%

Value	Count	Frequency (%)
C	181733	99.8%
E	262	0.1%
I	39	< 0.1%
T	39	< 0.1%
R	17	< 0.1%
N	16	< 0.1%
P	2	< 0.1%

Value	Count	Frequency (%)
	182041	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1638765	90.0%
Common	182041	10.0%

Most frequent character per script

Value	Count	Frequency (%)
a	363767	22.2%
d	363524	22.2%
e	182328	11.1%
i	181790	11.1%
C	181733	11.1%
u	181716	11.1%
n	91012	5.6%
l	91006	5.6%
r	566	< 0.1%
t	327	< 0.1%
Other values (13)	996	0.1%

Value	Count	Frequency (%)
	182041	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1820806	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	363767	20.0%
d	363524	20.0%
e	182328	10.0%
	182041	10.0%
i	181790	10.0%
C	181733	10.0%
u	181716	10.0%
n	91012	5.0%
l	91006	5.0%
r	566	< 0.1%
Other values (14)	1323	0.1%

genero
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

Femenino	49288
Masculino	41759

Length

Max length	9
Median length	8
Mean length	8.458653223
Min length	8

Characters and Unicode

Total characters	770135
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Femenino
2nd row	Femenino
3rd row	Femenino
4th row	Femenino
5th row	Femenino

Value	Count	Frequency (%)
Femenino	49288	54.1%
Masculino	41759	45.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
femenino	49288	54.1%
masculino	41759	45.9%

Most occurring characters

Value	Count	Frequency (%)
n	140335	18.2%
e	98576	12.8%
i	91047	11.8%
o	91047	11.8%
F	49288	6.4%
m	49288	6.4%
M	41759	5.4%
a	41759	5.4%
s	41759	5.4%
c	41759	5.4%
Other values (2)	83518	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	679088	88.2%
Uppercase Letter	91047	11.8%

Most frequent character per category

Value	Count	Frequency (%)
n	140335	20.7%
e	98576	14.5%
i	91047	13.4%
o	91047	13.4%
m	49288	7.3%
a	41759	6.1%
s	41759	6.1%
c	41759	6.1%
u	41759	6.1%
l	41759	6.1%

Value	Count	Frequency (%)
F	49288	54.1%
M	41759	45.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	770135	100.0%

Most frequent character per script

Value	Count	Frequency (%)
n	140335	18.2%
e	98576	12.8%
i	91047	11.8%
o	91047	11.8%
F	49288	6.4%
m	49288	6.4%
M	41759	5.4%
a	41759	5.4%
s	41759	5.4%
c	41759	5.4%
Other values (2)	83518	10.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	770135	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	140335	18.2%
e	98576	12.8%
i	91047	11.8%
o	91047	11.8%
F	49288	6.4%
m	49288	6.4%
M	41759	5.4%
a	41759	5.4%
s	41759	5.4%
c	41759	5.4%
Other values (2)	83518	10.8%

estado_civil
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

Union Libre	34793
Casado	27732
Soltero	27100
Viudo	862
Divorciado	560

Length

Max length	11
Median length	7
Mean length	8.223499951
Min length	5

Characters and Unicode

Total characters	748725
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Union Libre
2nd row	Union Libre
3rd row	Soltero
4th row	Soltero
5th row	Soltero

Value	Count	Frequency (%)
Union Libre	34793	38.2%
Casado	27732	30.5%
Soltero	27100	29.8%
Viudo	862	0.9%
Divorciado	560	0.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
libre	34793	27.6%
union	34793	27.6%
casado	27732	22.0%
soltero	27100	21.5%
viudo	862	0.7%
divorciado	560	0.4%

Most occurring characters

Value	Count	Frequency (%)
o	118707	15.9%
i	71568	9.6%
n	69586	9.3%
r	62453	8.3%
e	61893	8.3%
a	56024	7.5%
U	34793	4.6%
	34793	4.6%
L	34793	4.6%
b	34793	4.6%
Other values (11)	169322	22.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	588092	78.5%
Uppercase Letter	125840	16.8%
Space Separator	34793	4.6%

Most frequent character per category

Value	Count	Frequency (%)
o	118707	20.2%
i	71568	12.2%
n	69586	11.8%
r	62453	10.6%
e	61893	10.5%
a	56024	9.5%
b	34793	5.9%
d	29154	5.0%
s	27732	4.7%
l	27100	4.6%
Other values (4)	29082	4.9%

Value	Count	Frequency (%)
U	34793	27.6%
L	34793	27.6%
C	27732	22.0%
S	27100	21.5%
V	862	0.7%
D	560	0.4%

Value	Count	Frequency (%)
	34793	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	713932	95.4%
Common	34793	4.6%

Most frequent character per script

Value	Count	Frequency (%)
o	118707	16.6%
i	71568	10.0%
n	69586	9.7%
r	62453	8.7%
e	61893	8.7%
a	56024	7.8%
U	34793	4.9%
L	34793	4.9%
b	34793	4.9%
d	29154	4.1%
Other values (10)	140168	19.6%

Value	Count	Frequency (%)
	34793	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	748725	100.0%

Most frequent character per block

Value	Count	Frequency (%)
o	118707	15.9%
i	71568	9.6%
n	69586	9.3%
r	62453	8.3%
e	61893	8.3%
a	56024	7.5%
U	34793	4.6%
	34793	4.6%
L	34793	4.6%
b	34793	4.6%
Other values (11)	169322	22.6%

edad
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.11591815

Minimum	18
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	18
5-th percentile	26
Q1	35
median	43
Q3	52
95-th percentile	64
Maximum	98
Range	80
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.92135914
Coefficient of variation (CV)	0.2702280636
Kurtosis	-0.3784568293
Mean	44.11591815
Median Absolute Deviation (MAD)	9
Skewness	0.3400818195
Sum	4016622
Variance	142.1188037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	3405	3.7%
40	3167	3.5%
41	2935	3.2%
45	2855	3.1%
35	2811	3.1%
49	2796	3.1%
46	2687	3.0%
36	2656	2.9%
31	2603	2.9%
39	2567	2.8%
Other values (63)	62565	68.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	12	< 0.1%
19	66	0.1%
20	215	0.2%
21	291	0.3%
22	461	0.5%

Value	Count	Frequency (%)
98	2	< 0.1%
90	3	< 0.1%
89	1	< 0.1%
88	2	< 0.1%
87	1	< 0.1%

municipio_residencia
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

ARAUCA	39508
TAME	24614
ARAUQUITA	9258
PUERTO RONDON	4662
SARAVENA	4288
Other values (22)	8717

Length

Max length	14
Median length	6
Mean length	6.560325985
Min length	4

Characters and Unicode

Total characters	597298
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	ARAUQUITA
2nd row	ARAUQUITA
3rd row	ARAUQUITA
4th row	ARAUQUITA
5th row	ARAUQUITA

Value	Count	Frequency (%)
ARAUCA	39508	43.4%
TAME	24614	27.0%
ARAUQUITA	9258	10.2%
PUERTO RONDON	4662	5.1%
SARAVENA	4288	4.7%
PUERTO JORDAN	4161	4.6%
FORTUL	3653	4.0%
PANAMA	335	0.4%
HATO COROZAL	213	0.2%
CRAVO NORTE	148	0.2%
Other values (17)	207	0.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
arauca	39508	39.4%
tame	24614	24.6%
arauquita	9258	9.2%
puerto	8823	8.8%
rondon	4662	4.7%
saravena	4288	4.3%
jordan	4161	4.2%
fortul	3653	3.6%
panama	335	0.3%
hato	213	0.2%
Other values (24)	726	0.7%

Most occurring characters

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (16)	57560	9.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	588103	98.5%
Space Separator	9194	1.5%
Other Punctuation	1	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	100.0%

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	588103	98.5%
Common	9195	1.5%

Most frequent character per script

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	> 99.9%
.	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597297	> 99.9%
None	1	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (15)	57559	9.6%

Value	Count	Frequency (%)
Á	1	100.0%

tipo_persona
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

Natural	91047

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	637329
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Natural
2nd row	Natural
3rd row	Natural
4th row	Natural
5th row	Natural

Value	Count	Frequency (%)
Natural	91047	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
natural	91047	100.0%

Most occurring characters

Value	Count	Frequency (%)
a	182094	28.6%
N	91047	14.3%
t	91047	14.3%
u	91047	14.3%
r	91047	14.3%
l	91047	14.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	546282	85.7%
Uppercase Letter	91047	14.3%

Most frequent character per category

Value	Count	Frequency (%)
a	182094	33.3%
t	91047	16.7%
u	91047	16.7%
r	91047	16.7%
l	91047	16.7%

Value	Count	Frequency (%)
N	91047	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	637329	100.0%

Most frequent character per script

Value	Count	Frequency (%)
a	182094	28.6%
N	91047	14.3%
t	91047	14.3%
u	91047	14.3%
r	91047	14.3%
l	91047	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	637329	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	182094	28.6%
N	91047	14.3%
t	91047	14.3%
u	91047	14.3%
r	91047	14.3%
l	91047	14.3%

empresa
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	3993
Missing (%)	4.4%
Memory size	711.4 KiB

municipio_nacimiento
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

ARAUCA	39508
TAME	24614
ARAUQUITA	9258
PUERTO RONDON	4662
SARAVENA	4288
Other values (22)	8717

Length

Max length	14
Median length	6
Mean length	6.560325985
Min length	4

Characters and Unicode

Total characters	597298
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	ARAUQUITA
2nd row	ARAUQUITA
3rd row	ARAUQUITA
4th row	ARAUQUITA
5th row	ARAUQUITA

Value	Count	Frequency (%)
ARAUCA	39508	43.4%
TAME	24614	27.0%
ARAUQUITA	9258	10.2%
PUERTO RONDON	4662	5.1%
SARAVENA	4288	4.7%
PUERTO JORDAN	4161	4.6%
FORTUL	3653	4.0%
PANAMA	335	0.4%
HATO COROZAL	213	0.2%
CRAVO NORTE	148	0.2%
Other values (17)	207	0.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
arauca	39508	39.4%
tame	24614	24.6%
arauquita	9258	9.2%
puerto	8823	8.8%
rondon	4662	4.7%
saravena	4288	4.3%
jordan	4161	4.2%
fortul	3653	3.6%
panama	335	0.3%
hato	213	0.2%
Other values (24)	726	0.7%

Most occurring characters

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (16)	57560	9.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	588103	98.5%
Space Separator	9194	1.5%
Other Punctuation	1	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	100.0%

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	588103	98.5%
Common	9195	1.5%

Most frequent character per script

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	> 99.9%
.	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597297	> 99.9%
None	1	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (15)	57559	9.6%

Value	Count	Frequency (%)
Á	1	100.0%

municipio_expedicion
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

ARAUCA	39508
TAME	24614
ARAUQUITA	9258
PUERTO RONDON	4662
SARAVENA	4288
Other values (22)	8717

Length

Max length	14
Median length	6
Mean length	6.560325985
Min length	4

Characters and Unicode

Total characters	597298
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	ARAUQUITA
2nd row	ARAUQUITA
3rd row	ARAUQUITA
4th row	ARAUQUITA
5th row	ARAUQUITA

Value	Count	Frequency (%)
ARAUCA	39508	43.4%
TAME	24614	27.0%
ARAUQUITA	9258	10.2%
PUERTO RONDON	4662	5.1%
SARAVENA	4288	4.7%
PUERTO JORDAN	4161	4.6%
FORTUL	3653	4.0%
PANAMA	335	0.4%
HATO COROZAL	213	0.2%
CRAVO NORTE	148	0.2%
Other values (17)	207	0.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
arauca	39508	39.4%
tame	24614	24.6%
arauquita	9258	9.2%
puerto	8823	8.8%
rondon	4662	4.7%
saravena	4288	4.3%
jordan	4161	4.2%
fortul	3653	3.6%
panama	335	0.3%
hato	213	0.2%
Other values (24)	726	0.7%

Most occurring characters

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (16)	57560	9.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	588103	98.5%
Space Separator	9194	1.5%
Other Punctuation	1	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	100.0%

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	588103	98.5%
Common	9195	1.5%

Most frequent character per script

Value	Count	Frequency (%)
A	189898	32.3%
R	74982	12.7%
U	70628	12.0%
T	46747	7.9%
C	40042	6.8%
E	37927	6.4%
O	26928	4.6%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (14)	48365	8.2%

Value	Count	Frequency (%)
	9194	> 99.9%
.	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597297	> 99.9%
None	1	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
A	189898	31.8%
R	74982	12.6%
U	70628	11.8%
T	46747	7.8%
C	40042	6.7%
E	37927	6.3%
O	26928	4.5%
M	24994	4.2%
N	18280	3.1%
I	9312	1.6%
Other values (15)	57559	9.6%

Value	Count	Frequency (%)
Á	1	100.0%

tiene_casa_propia
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

Si	64704
No	26343

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	182094
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Si
2nd row	Si
3rd row	No
4th row	No
5th row	Si

Value	Count	Frequency (%)
Si	64704	71.1%
No	26343	28.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
si	64704	71.1%
no	26343	28.9%

Most occurring characters

Value	Count	Frequency (%)
S	64704	35.5%
i	64704	35.5%
N	26343	14.5%
o	26343	14.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	91047	50.0%
Lowercase Letter	91047	50.0%

Most frequent character per category

Value	Count	Frequency (%)
S	64704	71.1%
N	26343	28.9%

Value	Count	Frequency (%)
i	64704	71.1%
o	26343	28.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	182094	100.0%

Most frequent character per script

Value	Count	Frequency (%)
S	64704	35.5%
i	64704	35.5%
N	26343	14.5%
o	26343	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	182094	100.0%

Most frequent character per block

Value	Count	Frequency (%)
S	64704	35.5%
i	64704	35.5%
N	26343	14.5%
o	26343	14.5%

cargo
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	6020
Missing (%)	6.6%
Memory size	711.4 KiB

sueldo
Real number (ℝ_≥0)

SKEWED

Distinct	683
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2859063.011

Minimum	0
Maximum	3204740882
Zeros	356
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	0
5-th percentile	700000
Q1	908526
median	1500000
Q3	2500000
95-th percentile	4500000
Maximum	3204740882
Range	3204740882
Interquartile range (IQR)	1591474

Descriptive statistics

Standard deviation	46993410.9
Coefficient of variation (CV)	16.4366475
Kurtosis	3260.414092
Mean	2859063.011
Median Absolute Deviation (MAD)	591474
Skewness	55.32516627
Sum	2.6030911 × 10¹¹
Variance	2.208380668 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
908526	11026	12.1%
2000000	9249	10.2%
1000000	7694	8.5%
1500000	6764	7.4%
1200000	5502	6.0%
3000000	4903	5.4%
800000	3043	3.3%
4000000	2992	3.3%
1800000	2854	3.1%
2500000	2743	3.0%
Other values (673)	34277	37.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	356	0.4%
152	131	0.1%
800	2	< 0.1%
30000	1	< 0.1%
93000	1	< 0.1%

Value	Count	Frequency (%)
3204740882	3	< 0.1%
3203428840	2	< 0.1%
3174339461	3	< 0.1%
3016878081	4	< 0.1%
2000000000	16	< 0.1%

tiempo_servicio
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	17808
Missing (%)	19.6%
Memory size	711.4 KiB

otros_ingresos_mensual
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	96
Distinct (%)	0.4%
Missing	69004
Missing (%)	75.8%
Infinite	0
Infinite (%)	0.0%
Mean	1421585.435

Minimum	0
Maximum	3143089323
Zeros	15957
Zeros (%)	17.5%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	300000
95-th percentile	2000000
Maximum	3143089323
Range	3143089323
Interquartile range (IQR)	300000

Descriptive statistics

Standard deviation	56026266.07
Coefficient of variation (CV)	39.4111143
Kurtosis	3050.806515
Mean	1421585.435
Median Absolute Deviation (MAD)	0
Skewness	55.02864117
Sum	3.133600775 × 10¹⁰
Variance	3.13894249 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15957	17.5%
1000000	894	1.0%
500000	706	0.8%
400000	506	0.6%
600000	423	0.5%
2000000	388	0.4%
800000	337	0.4%
200000	319	0.4%
300000	279	0.3%
1500000	234	0.3%
Other values (86)	2000	2.2%
(Missing)	69004	75.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15957	17.5%
50000	3	< 0.1%
80000	2	< 0.1%
100000	79	0.1%
120000	7	< 0.1%

Value	Count	Frequency (%)
3143089323	1	< 0.1%
3118534287	2	< 0.1%
3114770734	4	< 0.1%
1000000000	1	< 0.1%
60000000	18	< 0.1%

otros_ingresos_concepto
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	76885
Missing (%)	84.4%
Memory size	711.4 KiB

municipio_credito
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

ARAUCA	40814
TAME	25119
ARAUQUITA	8799
SARAVENA	5845
PUERTO RONDON	3691
Other values (4)	6779

Length

Max length	13
Median length	6
Mean length	6.431820928
Min length	4

Characters and Unicode

Total characters	585598
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ARAUQUITA
2nd row	ARAUQUITA
3rd row	ARAUQUITA
4th row	ARAUQUITA
5th row	ARAUQUITA

Value	Count	Frequency (%)
ARAUCA	40814	44.8%
TAME	25119	27.6%
ARAUQUITA	8799	9.7%
SARAVENA	5845	6.4%
PUERTO RONDON	3691	4.1%
PUERTO JORDAN	3660	4.0%
FORTUL	3066	3.4%
PANAMA	51	0.1%
CRAVO NORTE	2	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
arauca	40814	41.5%
tame	25119	25.5%
arauquita	8799	8.9%
puerto	7351	7.5%
saravena	5845	5.9%
rondon	3691	3.8%
jordan	3660	3.7%
fortul	3066	3.1%
panama	51	0.1%
norte	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	195308	33.4%
R	73230	12.5%
U	68829	11.8%
T	44337	7.6%
C	40816	7.0%
E	38317	6.5%
M	25170	4.3%
O	21463	3.7%
N	16940	2.9%
Q	8799	1.5%
Other values (9)	52389	8.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	578245	98.7%
Space Separator	7353	1.3%

Most frequent character per category

Value	Count	Frequency (%)
A	195308	33.8%
R	73230	12.7%
U	68829	11.9%
T	44337	7.7%
C	40816	7.1%
E	38317	6.6%
M	25170	4.4%
O	21463	3.7%
N	16940	2.9%
Q	8799	1.5%
Other values (8)	45036	7.8%

Value	Count	Frequency (%)
	7353	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	578245	98.7%
Common	7353	1.3%

Most frequent character per script

Value	Count	Frequency (%)
A	195308	33.8%
R	73230	12.7%
U	68829	11.9%
T	44337	7.7%
C	40816	7.1%
E	38317	6.6%
M	25170	4.4%
O	21463	3.7%
N	16940	2.9%
Q	8799	1.5%
Other values (8)	45036	7.8%

Value	Count	Frequency (%)
	7353	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	585598	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	195308	33.4%
R	73230	12.5%
U	68829	11.8%
T	44337	7.6%
C	40816	7.0%
E	38317	6.5%
M	25170	4.3%
O	21463	3.7%
N	16940	2.9%
Q	8799	1.5%
Other values (9)	52389	8.9%

codeudor
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

SIN CODEUDOR	80123
CON CODEUDOR	10924

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	1092564
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SIN CODEUDOR
2nd row	SIN CODEUDOR
3rd row	CON CODEUDOR
4th row	SIN CODEUDOR
5th row	SIN CODEUDOR

Value	Count	Frequency (%)
SIN CODEUDOR	80123	88.0%
CON CODEUDOR	10924	12.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
codeudor	91047	50.0%
sin	80123	44.0%
con	10924	6.0%

Most occurring characters

Value	Count	Frequency (%)
O	193018	17.7%
D	182094	16.7%
C	101971	9.3%
N	91047	8.3%
	91047	8.3%
E	91047	8.3%
U	91047	8.3%
R	91047	8.3%
S	80123	7.3%
I	80123	7.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1001517	91.7%
Space Separator	91047	8.3%

Most frequent character per category

Value	Count	Frequency (%)
O	193018	19.3%
D	182094	18.2%
C	101971	10.2%
N	91047	9.1%
E	91047	9.1%
U	91047	9.1%
R	91047	9.1%
S	80123	8.0%
I	80123	8.0%

Value	Count	Frequency (%)
	91047	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1001517	91.7%
Common	91047	8.3%

Most frequent character per script

Value	Count	Frequency (%)
O	193018	19.3%
D	182094	18.2%
C	101971	10.2%
N	91047	9.1%
E	91047	9.1%
U	91047	9.1%
R	91047	9.1%
S	80123	8.0%
I	80123	8.0%

Value	Count	Frequency (%)
	91047	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1092564	100.0%

Most frequent character per block

Value	Count	Frequency (%)
O	193018	17.7%
D	182094	16.7%
C	101971	9.3%
N	91047	8.3%
	91047	8.3%
E	91047	8.3%
U	91047	8.3%
R	91047	8.3%
S	80123	7.3%
I	80123	7.3%

entidad
Categorical

HIGH CARDINALITY

Distinct	151
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Memory size	711.4 KiB

INDEPENDIENTES ARAUCA	20352
CONTADO	11305
CREDITOS TAME	11002
CONTADOS DE TAME	8118
INDEP. ARAUQUITA	5015
Other values (146)	35254

Length

Max length	35
Median length	16
Mean length	15.8191903
Min length	6

Characters and Unicode

Total characters	1440274
Distinct characters	44
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	15 ?
Unique (%)	< 0.1%

Sample

1st row	INDEP. ARAUQUITA
2nd row	INDEP. ARAUQUITA
3rd row	INDEP. ARAUQUITA
4th row	INDEP. ARAUQUITA
5th row	INDEP. ARAUQUITA

Value	Count	Frequency (%)
INDEPENDIENTES ARAUCA	20352	22.4%
CONTADO	11305	12.4%
CREDITOS TAME	11002	12.1%
CONTADOS DE TAME	8118	8.9%
INDEP. ARAUQUITA	5015	5.5%
PUEBLO NUEVO	3068	3.4%
FORTUL	2950	3.2%
CONTADOS ARAUQUITA	2919	3.2%
PUERTO RONDON	2896	3.2%
FONDO EDUCATIVO REGIONAL	2584	2.8%
Other values (141)	20837	22.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
arauca	24020	12.8%
tame	22833	12.2%
independientes	22644	12.1%
de	15003	8.0%
contados	13474	7.2%
creditos	11753	6.3%
contado	11305	6.0%
arauquita	8721	4.6%
indep	5015	2.7%
saravena	4858	2.6%
Other values (179)	48271	25.7%

Most occurring characters

Value	Count	Frequency (%)
A	188981	13.1%
E	178020	12.4%
N	126055	8.8%
D	118282	8.2%
O	114616	8.0%
T	111900	7.8%
	96888	6.7%
I	92010	6.4%
R	73792	5.1%
C	70970	4.9%
Other values (34)	268760	18.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1330368	92.4%
Space Separator	96888	6.7%
Other Punctuation	10181	0.7%
Dash Punctuation	1022	0.1%
Open Punctuation	881	0.1%
Close Punctuation	859	0.1%
Lowercase Letter	57	< 0.1%
Decimal Number	18	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	188981	14.2%
E	178020	13.4%
N	126055	9.5%
D	118282	8.9%
O	114616	8.6%
T	111900	8.4%
I	92010	6.9%
R	73792	5.5%
C	70970	5.3%
S	69155	5.2%
Other values (18)	186587	14.0%

Value	Count	Frequency (%)
o	22	38.6%
a	15	26.3%
r	5	8.8%
v	5	8.8%
e	5	8.8%
n	5	8.8%

Value	Count	Frequency (%)
.	8285	81.4%
,	1185	11.6%
"	702	6.9%
%	9	0.1%

Value	Count	Frequency (%)
6	9	50.0%
0	9	50.0%

Value	Count	Frequency (%)
	96888	100.0%

Value	Count	Frequency (%)
-	1022	100.0%

Value	Count	Frequency (%)
(	881	100.0%

Value	Count	Frequency (%)
)	859	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1330425	92.4%
Common	109849	7.6%

Most frequent character per script

Value	Count	Frequency (%)
A	188981	14.2%
E	178020	13.4%
N	126055	9.5%
D	118282	8.9%
O	114616	8.6%
T	111900	8.4%
I	92010	6.9%
R	73792	5.5%
C	70970	5.3%
S	69155	5.2%
Other values (24)	186644	14.0%

Value	Count	Frequency (%)
	96888	88.2%
.	8285	7.5%
,	1185	1.1%
-	1022	0.9%
(	881	0.8%
)	859	0.8%
"	702	0.6%
6	9	< 0.1%
0	9	< 0.1%
%	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1440033	> 99.9%
None	241	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
A	188981	13.1%
E	178020	12.4%
N	126055	8.8%
D	118282	8.2%
O	114616	8.0%
T	111900	7.8%
	96888	6.7%
I	92010	6.4%
R	73792	5.1%
C	70970	4.9%
Other values (32)	268519	18.6%

Value	Count	Frequency (%)
Ñ	205	85.1%
Á	36	14.9%

año_credito
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.573846

Minimum	1993
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	1993
5-th percentile	2004
Q1	2012
median	2016
Q3	2019
95-th percentile	2020
Maximum	2021
Range	28
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.234178671
Coefficient of variation (CV)	0.002598156766
Kurtosis	0.5840257855
Mean	2014.573846
Median Absolute Deviation (MAD)	3
Skewness	-1.068515684
Sum	183420905
Variance	27.39662636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
2020	12916	14.2%
2019	12395	13.6%
2018	7488	8.2%
2015	7058	7.8%
2017	6514	7.2%
2016	5967	6.6%
2014	5513	6.1%
2013	4956	5.4%
2012	4464	4.9%
2011	3847	4.2%
Other values (16)	19929	21.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1993	1	< 0.1%
1997	206	0.2%
1998	404	0.4%
1999	514	0.6%
2000	597	0.7%

Value	Count	Frequency (%)
2021	2020	2.2%
2020	12916	14.2%
2019	12395	13.6%
2018	7488	8.2%
2017	6514	7.2%

mes_credito
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.831076257

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.48121566
Coefficient of variation (CV)	0.5096145218
Kurtosis	-1.218887257
Mean	6.831076257
Median Absolute Deviation (MAD)	3
Skewness	-0.108812585
Sum	621949
Variance	12.11886247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12	9588	10.5%
10	8806	9.7%
11	7988	8.8%
9	7859	8.6%
7	7722	8.5%
6	7512	8.3%
5	7443	8.2%
8	7060	7.8%
3	7048	7.7%
2	6931	7.6%
Other values (2)	13090	14.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	6651	7.3%
2	6931	7.6%
3	7048	7.7%
4	6439	7.1%
5	7443	8.2%

Value	Count	Frequency (%)
12	9588	10.5%
11	7988	8.8%
10	8806	9.7%
9	7859	8.6%
8	7060	7.8%

valor_credito
Real number (ℝ_≥0)

SKEWED

Distinct	6710
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1292348.912

Minimum	1
Maximum	299250000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	1
5-th percentile	60000
Q1	350000
median	881000
Q3	1570000
95-th percentile	4214700
Maximum	299250000
Range	299249999
Interquartile range (IQR)	1220000

Descriptive statistics

Standard deviation	1982037.223
Coefficient of variation (CV)	1.533670362
Kurtosis	6434.10913
Mean	1292348.912
Median Absolute Deviation (MAD)	591000
Skewness	48.6531017
Sum	1.176644914 × 10¹¹
Variance	3.928471555 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	669	0.7%
160000	641	0.7%
200000	633	0.7%
1200000	628	0.7%
180000	623	0.7%
1000000	614	0.7%
130000	598	0.7%
50000	595	0.7%
400000	551	0.6%
600000	546	0.6%
Other values (6700)	84949	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
1000	6	< 0.1%
1250	1	< 0.1%
1300	1	< 0.1%
1500	1	< 0.1%

Value	Count	Frequency (%)
299250000	1	< 0.1%
183719000	1	< 0.1%
75160000	1	< 0.1%
41862000	1	< 0.1%
40784000	1	< 0.1%

estado_final
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

PAGADO VENCIDO	38859
PAGADO ANTICIPADO	20290
CONTADO	19522
PAGADO A TIEMPO	5989
DESCUENTO EN VENTA	5342
Other values (3)	1045

Length

Max length	18
Median length	14
Mean length	13.45540215
Min length	7

Characters and Unicode

Total characters	1225074
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAGADO VENCIDO
2nd row	PAGADO VENCIDO
3rd row	PAGADO VENCIDO
4th row	PAGADO ANTICIPADO
5th row	PAGADO VENCIDO

Value	Count	Frequency (%)
PAGADO VENCIDO	38859	42.7%
PAGADO ANTICIPADO	20290	22.3%
CONTADO	19522	21.4%
PAGADO A TIEMPO	5989	6.6%
DESCUENTO EN VENTA	5342	5.9%
DEVOLUCION	528	0.6%
CARTERA CASTIGADA	368	0.4%
OTROS CIERRES	149	0.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
pagado	65138	37.6%
vencido	38859	22.4%
anticipado	20290	11.7%
contado	19522	11.3%
tiempo	5989	3.5%
a	5989	3.5%
venta	5342	3.1%
descuento	5342	3.1%
en	5342	3.1%
devolucion	528	0.3%
Other values (4)	1034	0.6%

Most occurring characters

Value	Count	Frequency (%)
A	203549	16.6%
O	176016	14.4%
D	150047	12.2%
N	95225	7.8%
P	91417	7.5%
I	86473	7.1%
C	85426	7.0%
	82328	6.7%
E	67410	5.5%
G	65506	5.3%
Other values (7)	121677	9.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1142746	93.3%
Space Separator	82328	6.7%

Most frequent character per category

Value	Count	Frequency (%)
A	203549	17.8%
O	176016	15.4%
D	150047	13.1%
N	95225	8.3%
P	91417	8.0%
I	86473	7.6%
C	85426	7.5%
E	67410	5.9%
G	65506	5.7%
T	57370	5.0%
Other values (6)	64307	5.6%

Value	Count	Frequency (%)
	82328	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1142746	93.3%
Common	82328	6.7%

Most frequent character per script

Value	Count	Frequency (%)
A	203549	17.8%
O	176016	15.4%
D	150047	13.1%
N	95225	8.3%
P	91417	8.0%
I	86473	7.6%
C	85426	7.5%
E	67410	5.9%
G	65506	5.7%
T	57370	5.0%
Other values (6)	64307	5.6%

Value	Count	Frequency (%)
	82328	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1225074	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	203549	16.6%
O	176016	14.4%
D	150047	12.2%
N	95225	7.8%
P	91417	7.5%
I	86473	7.1%
C	85426	7.0%
	82328	6.7%
E	67410	5.5%
G	65506	5.3%
Other values (7)	121677	9.9%

tipo_venta
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

ELECTRODOMESTICOS	90236
MOTOS	811

Length

Max length	17
Median length	17
Mean length	16.89311015
Min length	5

Characters and Unicode

Total characters	1538067
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ELECTRODOMESTICOS
2nd row	ELECTRODOMESTICOS
3rd row	ELECTRODOMESTICOS
4th row	ELECTRODOMESTICOS
5th row	ELECTRODOMESTICOS

Value	Count	Frequency (%)
ELECTRODOMESTICOS	90236	99.1%
MOTOS	811	0.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
electrodomesticos	90236	99.1%
motos	811	0.9%

Most occurring characters

Value	Count	Frequency (%)
O	272330	17.7%
E	270708	17.6%
T	181283	11.8%
S	181283	11.8%
C	180472	11.7%
M	91047	5.9%
L	90236	5.9%
R	90236	5.9%
D	90236	5.9%
I	90236	5.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1538067	100.0%

Most frequent character per category

Value	Count	Frequency (%)
O	272330	17.7%
E	270708	17.6%
T	181283	11.8%
S	181283	11.8%
C	180472	11.7%
M	91047	5.9%
L	90236	5.9%
R	90236	5.9%
D	90236	5.9%
I	90236	5.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1538067	100.0%

Most frequent character per script

Value	Count	Frequency (%)
O	272330	17.7%
E	270708	17.6%
T	181283	11.8%
S	181283	11.8%
C	180472	11.7%
M	91047	5.9%
L	90236	5.9%
R	90236	5.9%
D	90236	5.9%
I	90236	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1538067	100.0%

Most frequent character per block

Value	Count	Frequency (%)
O	272330	17.7%
E	270708	17.6%
T	181283	11.8%
S	181283	11.8%
C	180472	11.7%
M	91047	5.9%
L	90236	5.9%
R	90236	5.9%
D	90236	5.9%
I	90236	5.9%

periodo_credito
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

MENSUAL(ES)	73386
DIARIA(S)	16634
SEMANAL(ES)	775
QUINCENAL(ES)	252

Length

Max length	13
Median length	11
Mean length	10.6401419
Min length	9

Characters and Unicode

Total characters	968753
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MENSUAL(ES)
2nd row	MENSUAL(ES)
3rd row	MENSUAL(ES)
4th row	MENSUAL(ES)
5th row	MENSUAL(ES)

Value	Count	Frequency (%)
MENSUAL(ES)	73386	80.6%
DIARIA(S)	16634	18.3%
SEMANAL(ES)	775	0.9%
QUINCENAL(ES)	252	0.3%

Histogram of lengths of the category

Value	Count	Frequency (%)
mensual(es	73386	80.6%
diaria(s	16634	18.3%
semanal(es	775	0.9%
quincenal(es	252	0.3%

Most occurring characters

Value	Count	Frequency (%)
S	165208	17.1%
E	148826	15.4%
A	108456	11.2%
(	91047	9.4%
)	91047	9.4%
N	74665	7.7%
L	74413	7.7%
M	74161	7.7%
U	73638	7.6%
I	33520	3.5%
Other values (4)	33772	3.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	786659	81.2%
Open Punctuation	91047	9.4%
Close Punctuation	91047	9.4%

Most frequent character per category

Value	Count	Frequency (%)
S	165208	21.0%
E	148826	18.9%
A	108456	13.8%
N	74665	9.5%
L	74413	9.5%
M	74161	9.4%
U	73638	9.4%
I	33520	4.3%
D	16634	2.1%
R	16634	2.1%
Other values (2)	504	0.1%

Value	Count	Frequency (%)
(	91047	100.0%

Value	Count	Frequency (%)
)	91047	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	786659	81.2%
Common	182094	18.8%

Most frequent character per script

Value	Count	Frequency (%)
S	165208	21.0%
E	148826	18.9%
A	108456	13.8%
N	74665	9.5%
L	74413	9.5%
M	74161	9.4%
U	73638	9.4%
I	33520	4.3%
D	16634	2.1%
R	16634	2.1%
Other values (2)	504	0.1%

Value	Count	Frequency (%)
(	91047	50.0%
)	91047	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	968753	100.0%

Most frequent character per block

Value	Count	Frequency (%)
S	165208	17.1%
E	148826	15.4%
A	108456	11.2%
(	91047	9.4%
)	91047	9.4%
N	74665	7.7%
L	74413	7.7%
M	74161	7.7%
U	73638	7.6%
I	33520	3.5%
Other values (4)	33772	3.5%

cuotas
Real number (ℝ_≥0)

Distinct	320
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.934308654

Minimum	0
Maximum	959
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	711.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	3
Q3	9
95-th percentile	15
Maximum	959
Range	959
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	23.38240162
Coefficient of variation (CV)	2.946999246
Kurtosis	212.8847377
Mean	7.934308654
Median Absolute Deviation (MAD)	2
Skewness	11.09327379
Sum	722395
Variance	546.7367056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	40618	44.6%
10	8973	9.9%
5	8546	9.4%
3	4197	4.6%
2	4157	4.6%
12	3881	4.3%
6	3654	4.0%
4	2897	3.2%
14	2400	2.6%
9	2365	2.6%
Other values (310)	9359	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	40618	44.6%
2	4157	4.6%
3	4197	4.6%
4	2897	3.2%

Value	Count	Frequency (%)
959	1	< 0.1%
920	2	< 0.1%
909	1	< 0.1%
801	1	< 0.1%
546	1	< 0.1%

forma_pago
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	711.4 KiB

CRÉDITO	69061
CONTADO	19522
LIBRANZA	2464

Length

Max length	8
Median length	7
Mean length	7.027062946
Min length	7

Characters and Unicode

Total characters	639793
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CRÉDITO
2nd row	CRÉDITO
3rd row	CRÉDITO
4th row	CRÉDITO
5th row	CRÉDITO

Value	Count	Frequency (%)
CRÉDITO	69061	75.9%
CONTADO	19522	21.4%
LIBRANZA	2464	2.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
crédito	69061	75.9%
contado	19522	21.4%
libranza	2464	2.7%

Most occurring characters

Value	Count	Frequency (%)
O	108105	16.9%
C	88583	13.8%
D	88583	13.8%
T	88583	13.8%
R	71525	11.2%
I	71525	11.2%
É	69061	10.8%
A	24450	3.8%
N	21986	3.4%
L	2464	0.4%
Other values (2)	4928	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	639793	100.0%

Most frequent character per category

Value	Count	Frequency (%)
O	108105	16.9%
C	88583	13.8%
D	88583	13.8%
T	88583	13.8%
R	71525	11.2%
I	71525	11.2%
É	69061	10.8%
A	24450	3.8%
N	21986	3.4%
L	2464	0.4%
Other values (2)	4928	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	639793	100.0%

Most frequent character per script

Value	Count	Frequency (%)
O	108105	16.9%
C	88583	13.8%
D	88583	13.8%
T	88583	13.8%
R	71525	11.2%
I	71525	11.2%
É	69061	10.8%
A	24450	3.8%
N	21986	3.4%
L	2464	0.4%
Other values (2)	4928	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	570732	89.2%
None	69061	10.8%

Most frequent character per block

Value	Count	Frequency (%)
O	108105	18.9%
C	88583	15.5%
D	88583	15.5%
T	88583	15.5%
R	71525	12.5%
I	71525	12.5%
A	24450	4.3%
N	21986	3.9%
L	2464	0.4%
B	2464	0.4%

Value	Count	Frequency (%)
É	69061	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Row	tipo_identificacion	genero	estado_civil	edad	municipio_residencia	tipo_persona	empresa	municipio_nacimiento	municipio_expedicion	tiene_casa_propia	cargo	sueldo	tiempo_servicio	otros_ingresos_mensual	otros_ingresos_concepto	municipio_credito	codeudor	entidad	año_credito	mes_credito	valor_credito	estado_final	tipo_venta	periodo_credito	cuotas	forma_pago
0	1	Cedula de Ciudadania	Femenino	Union Libre	32	ARAUQUITA	Natural	INDEPENDIENTE	ARAUQUITA	ARAUQUITA	Si	COMERCIANTE	400000	2 AÑOS	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	3	1020000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	12	CRÉDITO
1	2	Cedula de Ciudadania	Femenino	Union Libre	41	ARAUQUITA	Natural	INDEPENDIENTE	ARAUQUITA	ARAUQUITA	Si	COMERCIANTE	2000000	5 AÑOS	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	3	680000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
2	3	Cedula de Ciudadania	Femenino	Soltero	23	ARAUQUITA	Natural	NaN	ARAUQUITA	ARAUQUITA	No	ESTILISTA	700000	3 AÑOS	NaN	NaN	ARAUQUITA	CON CODEUDOR	INDEP. ARAUQUITA	2020	3	1155000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
3	4	Cedula de Ciudadania	Femenino	Soltero	39	ARAUQUITA	Natural	FISCALIA	ARAUQUITA	ARAUQUITA	No	ASISTENTE DE FISCAL UNO	4300000	3 AÑOS	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	2	3678000	PAGADO ANTICIPADO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
4	5	Cedula de Ciudadania	Femenino	Soltero	65	ARAUQUITA	Natural	INDEPENDIENTE	ARAUQUITA	ARAUQUITA	Si	RESTAURANTE DOÑA RITA	1500000	NaN	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	2	1920000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
5	6	Cedula de Ciudadania	Femenino	Soltero	55	ARAUQUITA	Natural	SEAD ARAUCA	ARAUQUITA	ARAUQUITA	Si	DOCENTE	3500000	28 AÑOS	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	2	515000	PAGADO ANTICIPADO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
6	7	Cedula de Ciudadania	Femenino	Union Libre	35	ARAUQUITA	Natural	SENA	ARAUQUITA	ARAUQUITA	Si	AUXILIAR DE ENFERMERIA	1800000	1 AÑO	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	2	1050000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	1	CRÉDITO
7	8	Cedula de Ciudadania	Femenino	Soltero	46	ARAUQUITA	Natural	INDEPENDIENTE	ARAUQUITA	ARAUQUITA	No	COMERCIANTE	600000	10 AÑOS	NaN	NaN	ARAUQUITA	CON CODEUDOR	INDEP. ARAUQUITA	2020	3	1614000	PAGADO ANTICIPADO	ELECTRODOMESTICOS	MENSUAL(ES)	12	CRÉDITO
8	9	Cedula de Ciudadania	Femenino	Casado	29	ARAUQUITA	Natural	INDEPENDIENTE	ARAUQUITA	ARAUQUITA	Si	INDEPENDIENTE	1500000	5 AÑOS	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	3	860000	DEVOLUCION	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO
9	10	Cedula de Ciudadania	Femenino	Soltero	35	ARAUQUITA	Natural	FEDECACAO	ARAUQUITA	ARAUQUITA	No	TECNICA DE CAMPO	950000	NaN	NaN	NaN	ARAUQUITA	SIN CODEUDOR	INDEP. ARAUQUITA	2020	3	545000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	5	CRÉDITO

Last rows

	Row	tipo_identificacion	genero	estado_civil	edad	municipio_residencia	tipo_persona	empresa	municipio_nacimiento	municipio_expedicion	tiene_casa_propia	cargo	sueldo	tiempo_servicio	otros_ingresos_mensual	otros_ingresos_concepto	municipio_credito	codeudor	entidad	año_credito	mes_credito	valor_credito	estado_final	tipo_venta	periodo_credito	cuotas	forma_pago
91037	91038	Cedula de Ciudadania	Masculino	Union Libre	49	ARAUCA	Natural	INDEPENDIENTE	ARAUCA	ARAUCA	Si	OPERADOR MAQUINARIA PESADA	5200000	15 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	1997	12	680400	DESCUENTO EN VENTA	ELECTRODOMESTICOS	MENSUAL(ES)	12	LIBRANZA
91038	91039	Cedula de Ciudadania	Masculino	Casado	60	ARAUCA	Natural	ALCALDIA DE ARAUCA	ARAUCA	ARAUCA	Si	BOMBEROS	908526	32 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	2011	6	1912000	DESCUENTO EN VENTA	ELECTRODOMESTICOS	MENSUAL(ES)	15	CRÉDITO
91039	91040	Cedula de Ciudadania	Masculino	Casado	60	ARAUCA	Natural	ALCALDIA DE ARAUCA	ARAUCA	ARAUCA	Si	BOMBEROS	908526	32 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	2010	2	1800000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	15	CRÉDITO
91040	91041	Cedula de Ciudadania	Masculino	Casado	60	ARAUCA	Natural	ALCALDIA DE ARAUCA	ARAUCA	ARAUCA	Si	BOMBEROS	908526	32 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	2008	7	1301000	DESCUENTO EN VENTA	ELECTRODOMESTICOS	MENSUAL(ES)	17	LIBRANZA
91041	91042	Cedula de Ciudadania	Masculino	Soltero	47	SARAVENA	Natural	ALCALDIA DE SARAVENA	SARAVENA	SARAVENA	Si	INSPECTOR DE IMPUESTOS	1500000	2 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	NaN	2009	3	899000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	6	CRÉDITO
91042	91043	Cedula de Ciudadania	Masculino	Soltero	35	TAME	Natural	INDEPENDENCE	TAME	TAME	No	DICTA CAPACITACIONES	850000	3 MESES	NaN	NaN	ARAUCA	CON CODEUDOR	SIN ENTIDAD	2017	9	1350000	PAGADO ANTICIPADO	ELECTRODOMESTICOS	MENSUAL(ES)	1	CRÉDITO
91043	91044	Cedula de Ciudadania	Masculino	Casado	39	ARAUCA	Natural	INDEPENDIENTE	ARAUCA	ARAUCA	No	COMUNICADOR EN CAMPO	3500000	5 AÑOS	NaN	NaN	ARAUCA	SIN CODEUDOR	SIN ENTIDAD	2017	11	3250000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	4	CRÉDITO
91044	91045	Cedula de Ciudadania	Masculino	Union Libre	31	TAME	Natural	INDEPENDIENTE	TAME	TAME	No	DELICARNES DUEÑO	1500000	2 AÑOS	NaN	NaN	TAME	SIN CODEUDOR	SIN ENTIDAD	2017	12	3410000	PAGADO VENCIDO	ELECTRODOMESTICOS	DIARIA(S)	153	CRÉDITO
91045	91046	Cedula de Ciudadania	Masculino	Casado	51	ARAUCA	Natural	CORPORINOQUIA	ARAUCA	ARAUCA	Si	PERIODISTA	3800000	12 MESES	0.0	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	2008	4	2690000	PAGADO VENCIDO	ELECTRODOMESTICOS	MENSUAL(ES)	9	LIBRANZA
91046	91047	Cedula de Ciudadania	Masculino	Casado	51	ARAUCA	Natural	CORPORINOQUIA	ARAUCA	ARAUCA	Si	PERIODISTA	3800000	12 MESES	0.0	NaN	ARAUCA	SIN CODEUDOR	ALCALDIA DE ARAUCA	2008	6	2628000	DESCUENTO EN VENTA	ELECTRODOMESTICOS	MENSUAL(ES)	11	LIBRANZA

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters